TY - JOUR
T1 - Semi-blind source extraction algorithm for fetal electrocardiogram based on generalized autocorrelations and reference signals
AU - Zhang, Hongjuan
AU - Shi, Zhenwei
AU - Guo, Chonghui
AU - Feng, Enmin
PY - 2009/1/1
Y1 - 2009/1/1
N2 - Blind source extraction (BSE) has become one of the promising methods in the field of signal processing and analysis, which only desires to extract "interesting" source signals with specific stochastic property or features so as to save lots of computing time and resources. This paper addresses BSE problem, in which desired source signals have some available reference signals. Based on this prior information, we develop an objective function for extraction of temporally correlated sources. Maximizing this objective function, a semi-blind source extraction fixed-point algorithm is proposed. Simulations on artificial electrocardiograph (ECG) signals and the real-world ECG data demonstrate the better performance of the new algorithm. Moreover, comparisons with existing algorithms further indicate the validity of our new algorithm, and also show its robustness to the estimated error of time delay.
AB - Blind source extraction (BSE) has become one of the promising methods in the field of signal processing and analysis, which only desires to extract "interesting" source signals with specific stochastic property or features so as to save lots of computing time and resources. This paper addresses BSE problem, in which desired source signals have some available reference signals. Based on this prior information, we develop an objective function for extraction of temporally correlated sources. Maximizing this objective function, a semi-blind source extraction fixed-point algorithm is proposed. Simulations on artificial electrocardiograph (ECG) signals and the real-world ECG data demonstrate the better performance of the new algorithm. Moreover, comparisons with existing algorithms further indicate the validity of our new algorithm, and also show its robustness to the estimated error of time delay.
KW - Constrained optimization
KW - Fixed-point algorithm
KW - Generalized autocorrelation
KW - Independent component analysis
KW - Semi-blind source extraction
UR - https://www.scopus.com/pages/publications/54349095454
U2 - 10.1016/j.cam.2008.01.031
DO - 10.1016/j.cam.2008.01.031
M3 - 文章
AN - SCOPUS:54349095454
SN - 0377-0427
VL - 223
SP - 409
EP - 420
JO - Journal of Computational and Applied Mathematics
JF - Journal of Computational and Applied Mathematics
IS - 1
ER -